{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Normalizing Flows Overview"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Normalizing Flows is a rich family of distributions. They were described by [Rezende and Mohamed](https://arxiv.org/abs/1505.05770), and their experiments proved the importance of studying them further. Some extensions like that of [Tomczak and Welling](https://arxiv.org/abs/1611.09630) made partially/full rank Gaussian approximations for high dimensional spaces computationally tractable. \n",
    "\n",
    "This notebook reveals some tips and tricks for using normalizing flows effectively in PyMC3."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pymc3 as pm\n",
    "import numpy as np\n",
    "from theano import theano, tensor as tt\n",
    "from collections import Counter\n",
    "\n",
    "pm.set_tt_rng(42)\n",
    "np.random.seed(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Theory\n",
    "\n",
    "Normalizing flows is a series of invertible transformations on an initial distribution. \n",
    "\n",
    "$$z_K = f_K \\circ \\dots \\circ f_2 \\circ f_1(z_0) $$\n",
    "\n",
    "In this case, we can compute a tractable density for the flow.\n",
    "\n",
    "$$\\ln q_K(z_K) = \\ln q_0(z_0) - \\sum_{k=1}^{K}\\ln \\left|\\frac{\\partial f_k}{\\partial z_{k-1}}\\right|$$\n",
    "\n",
    "Here, every $f_k$ is a parametric function with a well-defined determinant. The transformation used is up to the user; for example, the simplest flow is an affine transform:\n",
    "\n",
    "$$z = loc(scale(z_0)) = \\mu + \\sigma * z_0 $$\n",
    "\n",
    "In this case, we get a mean field approximation if $z_0 \\sim \\mathcal{N}(0, 1)$\n",
    "\n",
    "## Flow Formulas\n",
    "\n",
    "In PyMC3 there are flexible ways to define flows with formulas. There are currently 5 types defined:\n",
    "\n",
    "* Loc (`loc`): $z' = z + \\mu$\n",
    "* Scale (`scale`): $z' = \\sigma * z$\n",
    "* Planar (`planar`): $z' = z + u * \\tanh(w^T z + b)$\n",
    "* Radial (`radial`): $z' = z + \\beta (\\alpha + ||z-z_r||)^{-1}(z-z_r)$\n",
    "* Householder (`hh`): $z' = H z$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Formulae can be composed as a string, e.g. `'scale-loc'`, `'scale-hh*4-loc'`, `'panar*10'`. Each step is separated with `'-'`, and repeated flows are defined with `'*'` in the form of `'<flow>*<#repeats>'`.\n",
    "\n",
    "Flow-based approximations in PyMC3 are based on the `NormalizingFlow` class, with corresponding inference classes named using the `NF` abbreviation (analogous to how `ADVI` and `SVGD` are treated in PyMC3).\n",
    "\n",
    "Concretely, an approximation is represented by:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pymc3.variational.approximations.NormalizingFlow"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.NormalizingFlow"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While an inference class is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pymc3.variational.inference.NFVI"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.NFVI"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Flow patterns\n",
    "\n",
    "Composing flows requires some understanding of the target output. Flows that are too complex might not converge, whereas if they are too simple, they may not accurately estimate the posterior. \n",
    "\n",
    "Let's start simply:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pm.Model() as dummy:\n",
    "    \n",
    "    N = pm.Normal('N', shape=(100,))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Mean Field connectivity\n",
    "\n",
    "Let's apply the transformation corresponding to the mean-field family to begin with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymc3.variational.approximations.NormalizingFlow at 0x7f06b0d9feb8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.NormalizingFlow('scale-loc', model=dummy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Full Rank Normal connectivity\n",
    "\n",
    "We can get a full rank model with dense covariance matrix using **householder flows** (hh). One `hh` flow adds exactly one rank to the covariance matrix, so for a full rank matrix we need `K=ndim` householder flows. hh flows are volume-preserving, so we need to change the scaling if we want our posterior to have unit variance for the latent variables. \n",
    "\n",
    "After we specify the covariance with a combination of `'scale-hh*K'`, we then add location shift with the `loc` flow. We now have a full-rank analog:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymc3.variational.approximations.NormalizingFlow at 0x7f06672d0518>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.NormalizingFlow('scale-hh*100-loc', model=dummy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A more interesting case is when we do not expect a lot of interactions within the posterior. In this case, where our covariance is expected to be sparse, we can constrain it by defining a *low rank* approximation family. \n",
    "\n",
    "This has the additional benefit of reducing the computational cost of approximating the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymc3.variational.approximations.NormalizingFlow at 0x7f06672d7cf8>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.NormalizingFlow('scale-hh*10-loc', model=dummy) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Parameters can be initialized randomly, using the `jitter` argument to specify the scale of the randomness."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<pymc3.variational.approximations.NormalizingFlow at 0x7f0665fda208>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pm.NormalizingFlow('scale-hh*10-loc', model=dummy, jitter=.001) # LowRank"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Planar and Radial Flows\n",
    "\n",
    "* Planar (`planar`): $z' = z + u * \\tanh(w^T z + b)$\n",
    "* Radial (`radial`): $z' = z + \\beta (\\alpha + ||z-z_r||)^{-1}(z-z_r)$\n",
    "\n",
    "Planar flows are useful for splitting the incoming distribution into two parts, which allows multimodal distributions to be modeled. \n",
    "\n",
    "Similarly, a radial flow changes density around a specific reference point."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulated data example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There were 4 potential functions illustrated in the [original paper](https://arxiv.org/abs/1505.05770), which we can replicate here. Inference can be unstable in multimodal cases, but there are strategies for dealing with them.\n",
    "\n",
    "First, let's specify the potential functions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def w1(z):\n",
    "    return tt.sin(2.*np.pi*z[0]/4.)\n",
    "def w2(z):\n",
    "    return 3.*tt.exp(-.5*(((z[0]-1.)/.6))**2)\n",
    "def w3(z):\n",
    "    return 3.*(1+tt.exp(-(z[0]-1.)/.3))**-1\n",
    "\n",
    "def pot1(z):\n",
    "    z = z.T\n",
    "    return .5*((z.norm(2, axis=0)-2.)/.4)**2 - tt.log(tt.exp(-.5*((z[0]-2.)/.6)**2) + \n",
    "                                                      tt.exp(-.5*((z[0]+2.)/.6)**2))\n",
    "def pot2(z):\n",
    "    z = z.T\n",
    "    return .5*((z[1]-w1(z))/.4)**2 + 0.1*tt.abs_(z[0])\n",
    "\n",
    "def pot3(z):\n",
    "    z = z.T\n",
    "    return -tt.log(tt.exp(-.5*((z[1]-w1(z))/.35)**2) + \n",
    "                   tt.exp(-.5*((z[1]-w1(z)+w2(z))/.35)**2)) + 0.1*tt.abs_(z[0])\n",
    "\n",
    "def pot4(z):\n",
    "    z = z.T\n",
    "    return -tt.log(tt.exp(-.5*((z[1]-w1(z))/.4)**2) + \n",
    "                   tt.exp(-.5*((z[1]-w1(z)+w3(z))/.35)**2)) + 0.1*tt.abs_(z[0])\n",
    "\n",
    "z = tt.matrix('z')\n",
    "z.tag.test_value = pm.floatX([[0., 0.]])\n",
    "pot1f = theano.function([z], pot1(z))\n",
    "pot2f = theano.function([z], pot2(z))\n",
    "pot3f = theano.function([z], pot3(z))\n",
    "pot4f = theano.function([z], pot4(z))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def contour_pot(potf, ax=None, title=None, xlim=5, ylim=5):\n",
    "    grid = pm.floatX(np.mgrid[-xlim:xlim:100j,-ylim:ylim:100j])\n",
    "    grid_2d = grid.reshape(2, -1).T\n",
    "    cmap = plt.get_cmap('inferno')\n",
    "    if ax is None:\n",
    "        _, ax = plt.subplots(figsize=(12, 9))\n",
    "    pdf1e = np.exp(-potf(grid_2d))\n",
    "    contour = ax.contourf(grid[0], grid[1], pdf1e.reshape(100, 100), cmap=cmap)\n",
    "    if title is not None:\n",
    "        ax.set_title(title, fontsize=16)\n",
    "    return ax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 2, figsize=(12, 12))\n",
    "ax = ax.flatten()\n",
    "contour_pot(pot1f, ax[0], 'pot1', );\n",
    "contour_pot(pot2f, ax[1], 'pot2');\n",
    "contour_pot(pot3f, ax[2], 'pot3');\n",
    "contour_pot(pot4f, ax[3], 'pot4');\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reproducing first potential function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymc3.distributions.dist_math import bound\n",
    "def cust_logp(z):\n",
    "    #return bound(-pot1(z), z>-5, z<5)\n",
    "    return -pot1(z)\n",
    "\n",
    "with pm.Model() as pot1m:\n",
    "    pm.DensityDist('pot1', logp=cust_logp, shape=(2,))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### NUTS\n",
    "Let's use NUTS first. Just to have a look how good is it's approximation.\n",
    "\n",
    "> Note you may need to rerun the model a couple of times, as the sampler/estimator might not fully explore function due to multimodality."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [pot1]\n",
      "Sampling 2 chains: 100%|██████████| 3000/3000 [00:04<00:00, 650.07draws/s]\n",
      "The gelman-rubin statistic is larger than 1.4 for some parameters. The sampler did not converge.\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "pm.set_tt_rng(42)\n",
    "np.random.seed(42)\n",
    "with pot1m:\n",
    "    trace = pm.sample(1000, init='auto', cores=2, start=[dict(pot1=np.array([-2, 0])),\n",
    "                                                         dict(pot1=np.array([2, 0]))])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f065dc99588>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dftrace = pm.trace_to_dataframe(trace)\n",
    "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Normalizing flows\n",
    "\n",
    "As a first (naive) try with flows, we will keep things simple: Let's use just 2 planar flows and see what we get:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pot1m:\n",
    "    inference = pm.NFVI('planar*2', jitter=1)\n",
    "    \n",
    "## Plotting starting distribution\n",
    "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n",
    "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Tracking gradients\n",
    "\n",
    "It is illustrative to track gradients as well as parameters. In this setup, different sampling points can give different gradients because a single sampled point tends to collapse to a mode.\n",
    "\n",
    "Here are the parameters of the model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[b, u, w, b, u, w]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inference.approx.params"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We also require an objective:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Elemwise{mul,no_inplace}.0"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inference.objective(nmc=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Theano can be used to calcuate the gradient of the objective with respect to the parameters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Elemwise{add,no_inplace}.0,\n",
       " Elemwise{add,no_inplace}.0,\n",
       " Elemwise{add,no_inplace}.0,\n",
       " Elemwise{add,no_inplace}.0,\n",
       " Elemwise{add,no_inplace}.0,\n",
       " Elemwise{add,no_inplace}.0]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with theano.configparser.change_flags(compute_test_value='off'):\n",
    "    grads = tt.grad(inference.objective(None), inference.approx.params)\n",
    "grads"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want to keep track of the gradient changes during the inference, we warp them in a pymc3 callback:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import defaultdict, OrderedDict\n",
    "from itertools import count\n",
    "\n",
    "@theano.configparser.change_flags(compute_test_value='off')\n",
    "def get_tracker(inference):\n",
    "    numbers = defaultdict(count)\n",
    "    params = inference.approx.params\n",
    "    grads = tt.grad(inference.objective(None), params)\n",
    "    names = ['%s_%d' % (v.name, next(numbers[v.name])) for v in inference.approx.params]\n",
    "    return pm.callbacks.Tracker(**OrderedDict(\n",
    "      [(name, v.eval) for name, v in zip(names, params)] + [('grad_' + name, v.eval) for name, v in zip(names, grads)]\n",
    "    ))\n",
    "\n",
    "tracker = get_tracker(inference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'b_0': <bound method Variable.eval of b>,\n",
       " 'u_0': <bound method Variable.eval of u>,\n",
       " 'w_0': <bound method Variable.eval of w>,\n",
       " 'b_1': <bound method Variable.eval of b>,\n",
       " 'u_1': <bound method Variable.eval of u>,\n",
       " 'w_1': <bound method Variable.eval of w>,\n",
       " 'grad_b_0': <bound method Variable.eval of Elemwise{add,no_inplace}.0>,\n",
       " 'grad_u_0': <bound method Variable.eval of Elemwise{add,no_inplace}.0>,\n",
       " 'grad_w_0': <bound method Variable.eval of Elemwise{add,no_inplace}.0>,\n",
       " 'grad_b_1': <bound method Variable.eval of Elemwise{add,no_inplace}.0>,\n",
       " 'grad_u_1': <bound method Variable.eval of Elemwise{add,no_inplace}.0>,\n",
       " 'grad_w_1': <bound method Variable.eval of Elemwise{add,no_inplace}.0>}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tracker.whatchdict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Loss = -0.87404: 100%|██████████| 30000/30000 [01:22<00:00, 362.40it/s] \n",
      "Finished [100%]: Average Loss = -0.89074\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<pymc3.variational.approximations.NormalizingFlow at 0x7f065a8ac2e8>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inference.fit(30000, obj_optimizer=pm.adagrad_window(learning_rate=.01), callbacks=[tracker])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f0640b69ba8>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n",
    "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(inference.hist);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the objective history is not very informative here. This is where the gradient tracker can be more informative."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "trackername = ['u_0', 'w_0', 'b_0', 'u_1', 'w_1', 'b_1', \n",
    "               'grad_u_0', 'grad_w_0', 'grad_b_0', 'grad_u_1', 'grad_w_1', 'grad_b_1']\n",
    "\n",
    "def plot_tracker_results(tracker):\n",
    "    fig, ax = plt.subplots(len(tracker.hist)//2, 2, figsize=(16, len(tracker.hist)//2*2.3))\n",
    "    ax = ax.flatten()\n",
    "    #names = list(tracker.hist.keys())\n",
    "    names = trackername\n",
    "    gnames = names[len(names)//2:]\n",
    "    names = names[:len(names)//2]\n",
    "    pairnames = zip(names, gnames)\n",
    "    def plot_params_and_grads(name, gname):\n",
    "        i = names.index(name)\n",
    "        left = ax[i*2]\n",
    "        right = ax[i*2+1]\n",
    "        grads = np.asarray(tracker[gname])\n",
    "        if grads.ndim == 1:\n",
    "            grads = grads[:, None]\n",
    "        grads = grads.T\n",
    "        params = np.asarray(tracker[name])\n",
    "        if params.ndim == 1:\n",
    "            params = params[:, None]\n",
    "        params = params.T\n",
    "        right.set_title('Gradient of %s' % name)\n",
    "        left.set_title('Param trace of %s' % name)\n",
    "        s = params.shape[0]\n",
    "        for j, (v, g) in enumerate(zip(params, grads)):\n",
    "            left.plot(v, '-')\n",
    "            right.plot(g, 'o', alpha=1/s/10)\n",
    "        left.legend([name + '_%d' % j for j in range(len(names))])\n",
    "        right.legend([gname + '_%d' % j for j in range(len(names))])\n",
    "\n",
    "    for vn, gn in pairnames:\n",
    "        plot_params_and_grads(vn, gn)\n",
    "    fig.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x993.6 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_tracker_results(tracker);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Inference **is often unstable**, some parameters are not well fitted as they poorly influence the resulting posterior. \n",
    "\n",
    "In a multimodal setting, the dominant mode might well change from run to run."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Going deeper\n",
    "\n",
    "We can try to improve our approximation by adding flows; in the original paper they used both 8 and 32. Let's try using 8 here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with pot1m:\n",
    "    inference = pm.NFVI('planar*8', jitter=1.)\n",
    "    \n",
    "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n",
    "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can try for a more robust fit by allocating more samples to `obj_n_mc` in `fit`, which controls the number of Monte Carlo samples used to approximate the gradient. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Loss = -1.7894: 100%|██████████| 25000/25000 [02:27<00:00, 169.00it/s]\n",
      "Finished [100%]: Average Loss = -1.787\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<pymc3.variational.approximations.NormalizingFlow at 0x7f063e3f4a20>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "inference.fit(25000, obj_optimizer=pm.adam(learning_rate=.01), obj_n_mc=100, \n",
    "              callbacks=[pm.callbacks.CheckParametersConvergence()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7f06342c22b0>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dftrace = pm.trace_to_dataframe(inference.approx.sample(1000))\n",
    "sns.jointplot(dftrace.iloc[:, 0], dftrace.iloc[:, 1], kind='kde')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is a noticeable improvement. Here, we see that flows are able to characterize the multimodality of a given posterior, but as we have seen, they are hard to fit. The initial point of the optimization matters in general for the multimodal case."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MCMC vs NFVI\n",
    "\n",
    "Let's use another potential function, and compare the sampling using NUTS to what we get with NF:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cust_logp(z):\n",
    "    return -pot4(z)\n",
    "\n",
    "with pm.Model() as pot_m:\n",
    "    pm.DensityDist('pot_func', logp=cust_logp, shape=(2,))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Auto-assigning NUTS sampler...\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (2 chains in 2 jobs)\n",
      "NUTS: [pot_func]\n",
      "Sampling 2 chains: 100%|██████████| 8000/8000 [00:18<00:00, 441.93draws/s]\n",
      "The acceptance probability does not match the target. It is 0.9649872097951899, but should be close to 0.9. Try to increase the number of tuning steps.\n",
      "The gelman-rubin statistic is larger than 1.05 for some parameters. This indicates slight problems during sampling.\n",
      "The estimated number of effective samples is smaller than 200 for some parameters.\n"
     ]
    }
   ],
   "source": [
    "with pot_m:\n",
    "    traceNUTS = pm.sample(3000, tune=1000, target_accept=0.9, cores=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Average Loss = -2.5441: 100%|██████████| 25000/25000 [01:13<00:00, 341.63it/s]\n",
      "Finished [100%]: Average Loss = -2.5442\n"
     ]
    }
   ],
   "source": [
    "formula = 'planar*10'\n",
    "with pot_m:\n",
    "    inference = pm.NFVI(formula, jitter=0.1)\n",
    "\n",
    "inference.fit(25000, obj_optimizer=pm.adam(learning_rate=.01), obj_n_mc=10)\n",
    "\n",
    "traceNF = inference.approx.sample(5000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 3, figsize=(18, 6))\n",
    "contour_pot(pot4f, ax[0], 'Target Potential Function');\n",
    "\n",
    "ax[1].scatter(traceNUTS['pot_func'][:,0], traceNUTS['pot_func'][:,1],c='r',alpha=.05)\n",
    "ax[1].set_xlim(-5,5)\n",
    "ax[1].set_ylim(-5,5)\n",
    "ax[1].set_title('NUTS')\n",
    "\n",
    "ax[2].scatter(traceNF['pot_func'][:,0], traceNF['pot_func'][:,1],c='b',alpha=.05)\n",
    "ax[2].set_xlim(-5,5)\n",
    "ax[2].set_ylim(-5,5)\n",
    "ax[2].set_title('NF with ' + formula);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
